Overview
Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 11026 |
| Missing cells | 283660 |
| Missing cells (%) | 80.4% |
| Duplicate rows | 449 |
| Duplicate rows (%) | 4.1% |
| Total size in memory | 4.0 MiB |
| Average record size in memory | 377.4 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 29 |
art_status has constant value "Positive" | Constant |
| Dataset has 449 (4.1%) duplicate rows | Duplicates |
Sex is highly overall correlated with creatinine_umol_L and 2 other fields | High correlation |
alt_U_L is highly overall correlated with ast_U_L | High correlation |
ast_U_L is highly overall correlated with alt_U_L | High correlation |
cd4_count_cells_uL is highly overall correlated with hiv_vl_copies_mL and 1 other fields | High correlation |
creatinine_clearance_mL_min is highly overall correlated with creatinine_umol_L and 1 other fields | High correlation |
creatinine_umol_L is highly overall correlated with Sex and 2 other fields | High correlation |
hematocrit_percent is highly overall correlated with hemoglobin_g_dL | High correlation |
hemoglobin_g_dL is highly overall correlated with Sex and 1 other fields | High correlation |
hiv_vl_copies_mL is highly overall correlated with cd4_count_cells_uL | High correlation |
ldl_cholesterol_mmol_L_consolidated is highly overall correlated with total_cholesterol_mmol_L | High correlation |
lymphocyte_count_10e9_L is highly overall correlated with wbc_count_10e9_L | High correlation |
mch_pg is highly overall correlated with mchc_g_dL and 2 other fields | High correlation |
mchc_g_dL is highly overall correlated with mch_pg and 1 other fields | High correlation |
mcv_fL is highly overall correlated with mch_pg and 1 other fields | High correlation |
monocyte_count_10e9_L is highly overall correlated with wbc_count_10e9_L | High correlation |
neutrophil_count_10e9_L is highly overall correlated with wbc_count_10e9_L | High correlation |
potassium_mEq_L is highly overall correlated with study_source | High correlation |
rdw_percent is highly overall correlated with study_source | High correlation |
study_source is highly overall correlated with Sex and 10 other fields | High correlation |
total_cholesterol_mmol_L is highly overall correlated with ldl_cholesterol_mmol_L_consolidated | High correlation |
total_protein_g_dL is highly overall correlated with study_source | High correlation |
triglycerides_mmol_L_consolidated is highly overall correlated with study_source | High correlation |
wbc_count_10e9_L is highly overall correlated with lymphocyte_count_10e9_L and 2 other fields | High correlation |
Age (at enrolment) has 1246 (11.3%) missing values | Missing |
Sex has 1320 (12.0%) missing values | Missing |
BMI (kg/m²) has 8163 (74.0%) missing values | Missing |
cd4_count_cells_uL has 7542 (68.4%) missing values | Missing |
hiv_vl_copies_mL has 9468 (85.9%) missing values | Missing |
art_status has 10809 (98.0%) missing values | Missing |
hemoglobin_g_dL has 9656 (87.6%) missing values | Missing |
hematocrit_percent has 9276 (84.1%) missing values | Missing |
wbc_count_10e9_L has 9069 (82.3%) missing values | Missing |
platelet_count_10e9_L has 9656 (87.6%) missing values | Missing |
neutrophil_count_10e9_L has 9661 (87.6%) missing values | Missing |
lymphocyte_count_10e9_L has 9656 (87.6%) missing values | Missing |
monocyte_count_10e9_L has 9757 (88.5%) missing values | Missing |
eosinophil_count_10e9_L has 9757 (88.5%) missing values | Missing |
basophil_count_10e9_L has 9757 (88.5%) missing values | Missing |
mcv_fL has 9757 (88.5%) missing values | Missing |
mch_pg has 9974 (90.5%) missing values | Missing |
mchc_g_dL has 9974 (90.5%) missing values | Missing |
rdw_percent has 10809 (98.0%) missing values | Missing |
alt_U_L has 10708 (97.1%) missing values | Missing |
ast_U_L has 10285 (93.3%) missing values | Missing |
albumin_g_dL has 10083 (91.4%) missing values | Missing |
total_protein_g_dL has 10097 (91.6%) missing values | Missing |
creatinine_umol_L has 10809 (98.0%) missing values | Missing |
creatinine_clearance_mL_min has 10809 (98.0%) missing values | Missing |
potassium_mEq_L has 10847 (98.4%) missing values | Missing |
total_cholesterol_mmol_L has 9128 (82.8%) missing values | Missing |
hdl_cholesterol_mmol_L_consolidated has 8108 (73.5%) missing values | Missing |
ldl_cholesterol_mmol_L_consolidated has 8109 (73.5%) missing values | Missing |
triglycerides_mmol_L_consolidated has 10054 (91.2%) missing values | Missing |
fasting_glucose_mmol_L has 9316 (84.5%) missing values | Missing |
hiv_vl_copies_mL has 423 (3.8%) zeros | Zeros |
basophil_count_10e9_L has 135 (1.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-25 06:49:24.034751 |
|---|---|
| Analysis finished | 2025-11-25 06:49:53.939773 |
| Duration | 29.91 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
study_source
Categorical
High correlation
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 661.9 KiB |
| JHB_Aurum_009 | |
|---|---|
| JHB_VIDA_007 | |
| JHB_WRHI_001 | |
| JHB_Ezin_002 | |
| JHB_DPHRU_053 | |
| Other values (12) |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 12.457373 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_WRHI_003 |
|---|---|
| 2nd row | JHB_WRHI_003 |
| 3rd row | JHB_WRHI_003 |
| 4th row | JHB_WRHI_003 |
| 5th row | JHB_WRHI_003 |
Common Values
| Value | Count | Frequency (%) |
| JHB_Aurum_009 | 2751 | |
| JHB_VIDA_007 | 2129 | |
| JHB_WRHI_001 | 1072 | 9.7% |
| JHB_Ezin_002 | 1053 | 9.6% |
| JHB_DPHRU_053 | 998 | 9.1% |
| JHB_DPHRU_013 | 768 | 7.0% |
| JHB_VIDA_008 | 557 | 5.1% |
| JHB_ACTG_019 | 283 | 2.6% |
| JHB_ACTG_015 | 264 | 2.4% |
| JHB_ACTG_018 | 240 | 2.2% |
| Other values (7) | 911 | 8.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| jhb_aurum_009 | 2751 | |
| jhb_vida_007 | 2129 | |
| jhb_wrhi_001 | 1072 | 9.7% |
| jhb_ezin_002 | 1053 | 9.6% |
| jhb_dphru_053 | 998 | 9.1% |
| jhb_dphru_013 | 768 | 7.0% |
| jhb_vida_008 | 557 | 5.1% |
| jhb_actg_019 | 283 | 2.6% |
| jhb_actg_015 | 264 | 2.4% |
| jhb_actg_018 | 240 | 2.2% |
| Other values (7) | 911 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 22052 | |
| 0 | 19068 | |
| H | 14344 | |
| J | 11026 | 8.0% |
| B | 11026 | 8.0% |
| A | 6739 | 4.9% |
| u | 5502 | 4.0% |
| D | 4452 | 3.2% |
| I | 4154 | 3.0% |
| R | 3318 | 2.4% |
| Other values (25) | 35674 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 68062 | |
| Decimal Number | 33078 | |
| Connector Punctuation | 22052 | 16.1% |
| Lowercase Letter | 14163 | 10.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 14344 | |
| J | 11026 | |
| B | 11026 | |
| A | 6739 | |
| D | 4452 | 6.5% |
| I | 4154 | 6.1% |
| R | 3318 | 4.9% |
| V | 2686 | 3.9% |
| P | 2029 | 3.0% |
| U | 1766 | 2.6% |
| Other values (8) | 6522 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19068 | |
| 9 | 3034 | 9.2% |
| 1 | 2879 | 8.7% |
| 7 | 2149 | 6.5% |
| 3 | 1983 | 6.0% |
| 5 | 1441 | 4.4% |
| 2 | 1310 | 4.0% |
| 8 | 797 | 2.4% |
| 6 | 316 | 1.0% |
| 4 | 101 | 0.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 5502 | |
| m | 2751 | |
| r | 2751 | |
| n | 1053 | 7.4% |
| i | 1053 | 7.4% |
| z | 1053 | 7.4% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 22052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 82225 | |
| Common | 55130 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 14344 | |
| J | 11026 | |
| B | 11026 | |
| A | 6739 | |
| u | 5502 | 6.7% |
| D | 4452 | 5.4% |
| I | 4154 | 5.1% |
| R | 3318 | 4.0% |
| m | 2751 | 3.3% |
| r | 2751 | 3.3% |
| Other values (14) | 16162 |
Common
| Value | Count | Frequency (%) |
| _ | 22052 | |
| 0 | 19068 | |
| 9 | 3034 | 5.5% |
| 1 | 2879 | 5.2% |
| 7 | 2149 | 3.9% |
| 3 | 1983 | 3.6% |
| 5 | 1441 | 2.6% |
| 2 | 1310 | 2.4% |
| 8 | 797 | 1.4% |
| 6 | 316 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 137355 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 22052 | |
| 0 | 19068 | |
| H | 14344 | |
| J | 11026 | 8.0% |
| B | 11026 | 8.0% |
| A | 6739 | 4.9% |
| u | 5502 | 4.0% |
| D | 4452 | 3.2% |
| I | 4154 | 3.0% |
| R | 3318 | 2.4% |
| Other values (25) | 35674 |
Age (at enrolment)
Real number (ℝ)
Missing
| Distinct | 740 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 1246 |
| Missing (%) | 11.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.94837 |
| Minimum | 13 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 27 |
| median | 34 |
| Q3 | 44 |
| 95-th percentile | 57 |
| Maximum | 76 |
| Range | 63 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.255534 |
|---|---|
| Coefficient of variation (CV) | 0.31310275 |
| Kurtosis | -0.46859921 |
| Mean | 35.94837 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.5372417 |
| Sum | 351575.06 |
| Variance | 126.68704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 337 | 3.1% |
| 26 | 323 | 2.9% |
| 30 | 323 | 2.9% |
| 28 | 317 | 2.9% |
| 34 | 308 | 2.8% |
| 29 | 308 | 2.8% |
| 25 | 306 | 2.8% |
| 24 | 303 | 2.7% |
| 33 | 299 | 2.7% |
| 27 | 296 | 2.7% |
| Other values (730) | 6660 | |
| (Missing) | 1246 | 11.3% |
| Value | Count | Frequency (%) |
| 13 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 6 | 0.1% |
| 16 | 3 | < 0.1% |
| 17 | 18 | 0.2% |
| 18 | 106 | |
| 18.1 | 1 | < 0.1% |
| 18.8 | 1 | < 0.1% |
| 19 | 162 | |
| 19.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 2 | < 0.1% |
| 71 | 2 | < 0.1% |
| 70 | 1 | < 0.1% |
| 69 | 2 | < 0.1% |
| 68 | 4 | < 0.1% |
| 67 | 3 | < 0.1% |
| 66 | 5 | < 0.1% |
| 65 | 15 |
Sex
Categorical
High correlation Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1320 |
| Missing (%) | 12.0% |
| Memory size | 585.2 KiB |
| Female | |
|---|---|
| Male | |
| Unknown | 423 |
| Not available | 1 |
Length
| Max length | 13 |
|---|---|
| Median length | 7 |
| Mean length | 5.113332 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 4764 | |
| Male | 4518 | |
| Unknown | 423 | 3.8% |
| Not available | 1 | < 0.1% |
| (Missing) | 1320 | 12.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 4764 | |
| male | 4518 | |
| unknown | 423 | 4.4% |
| not | 1 | < 0.1% |
| available | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14047 | |
| a | 9285 | |
| l | 9284 | |
| F | 4764 | 9.6% |
| m | 4764 | 9.6% |
| M | 4518 | 9.1% |
| n | 1269 | 2.6% |
| o | 424 | 0.9% |
| w | 423 | 0.9% |
| k | 423 | 0.9% |
| Other values (7) | 429 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 39923 | |
| Uppercase Letter | 9706 | 19.6% |
| Space Separator | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14047 | |
| a | 9285 | |
| l | 9284 | |
| m | 4764 | 11.9% |
| n | 1269 | 3.2% |
| o | 424 | 1.1% |
| w | 423 | 1.1% |
| k | 423 | 1.1% |
| t | 1 | < 0.1% |
| v | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 4764 | |
| M | 4518 | |
| U | 423 | 4.4% |
| N | 1 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 49629 | |
| Common | 1 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14047 | |
| a | 9285 | |
| l | 9284 | |
| F | 4764 | 9.6% |
| m | 4764 | 9.6% |
| M | 4518 | 9.1% |
| n | 1269 | 2.6% |
| o | 424 | 0.9% |
| w | 423 | 0.9% |
| k | 423 | 0.9% |
| Other values (6) | 428 | 0.9% |
Common
| Value | Count | Frequency (%) |
| 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 49630 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 14047 | |
| a | 9285 | |
| l | 9284 | |
| F | 4764 | 9.6% |
| m | 4764 | 9.6% |
| M | 4518 | 9.1% |
| n | 1269 | 2.6% |
| o | 424 | 0.9% |
| w | 423 | 0.9% |
| k | 423 | 0.9% |
| Other values (7) | 429 | 0.9% |
BMI (kg/m²)
Real number (ℝ)
Missing
| Distinct | 2057 |
|---|---|
| Distinct (%) | 71.8% |
| Missing | 8163 |
| Missing (%) | 74.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.048324 |
| Minimum | 15.1 |
|---|---|
| Maximum | 65.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 15.1 |
|---|---|
| 5-th percentile | 18.144979 |
| Q1 | 21.680643 |
| median | 25.9 |
| Q3 | 31.091306 |
| 95-th percentile | 40.268 |
| Maximum | 65.89 |
| Range | 50.79 |
| Interquartile range (IQR) | 9.410663 |
Descriptive statistics
| Standard deviation | 7.0432723 |
|---|---|
| Coefficient of variation (CV) | 0.26039588 |
| Kurtosis | 1.3574619 |
| Mean | 27.048324 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 1.0118398 |
| Sum | 77439.352 |
| Variance | 49.607684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.3 | 12 | 0.1% |
| 25 | 10 | 0.1% |
| 21.8 | 10 | 0.1% |
| 21.5 | 9 | 0.1% |
| 20.8 | 9 | 0.1% |
| 26.7 | 9 | 0.1% |
| 26.8 | 8 | 0.1% |
| 32.3 | 8 | 0.1% |
| 31 | 8 | 0.1% |
| 25.8 | 8 | 0.1% |
| Other values (2047) | 2772 | 25.1% |
| (Missing) | 8163 |
| Value | Count | Frequency (%) |
| 15.1 | 1 | |
| 15.24 | 1 | |
| 15.26947108 | 1 | |
| 15.3 | 2 | |
| 15.33897235 | 1 | |
| 15.37750029 | 1 | |
| 15.39 | 1 | |
| 15.44516225 | 1 | |
| 15.46 | 1 | |
| 15.48086437 | 1 |
| Value | Count | Frequency (%) |
| 65.89 | 1 | |
| 62.84 | 1 | |
| 58.62 | 1 | |
| 57 | 1 | |
| 56.42 | 1 | |
| 56.1 | 1 | |
| 56.09 | 1 | |
| 54.9 | 1 | |
| 54.3 | 1 | |
| 53.91 | 1 |
cd4_count_cells_uL
Real number (ℝ)
High correlation Missing
| Distinct | 1799 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 7542 |
| Missing (%) | 68.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 337.27033 |
| Minimum | 0.26 |
|---|---|
| Maximum | 2703 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.26 |
|---|---|
| 5-th percentile | 9.086 |
| Q1 | 26.09 |
| median | 304 |
| Q3 | 525 |
| 95-th percentile | 898.4 |
| Maximum | 2703 |
| Range | 2702.74 |
| Interquartile range (IQR) | 498.91 |
Descriptive statistics
| Standard deviation | 311.92696 |
|---|---|
| Coefficient of variation (CV) | 0.92485739 |
| Kurtosis | 2.9429313 |
| Mean | 337.27033 |
| Median Absolute Deviation (MAD) | 270.025 |
| Skewness | 1.1688051 |
| Sum | 1175049.8 |
| Variance | 97298.427 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 500 | 10 | 0.1% |
| 315 | 9 | 0.1% |
| 467 | 9 | 0.1% |
| 420 | 9 | 0.1% |
| 350 | 9 | 0.1% |
| 482 | 8 | 0.1% |
| 443 | 8 | 0.1% |
| 449 | 8 | 0.1% |
| 427 | 8 | 0.1% |
| 336 | 8 | 0.1% |
| Other values (1789) | 3398 | |
| (Missing) | 7542 |
| Value | Count | Frequency (%) |
| 0.26 | 1 | |
| 0.34 | 1 | |
| 0.45 | 1 | |
| 0.53 | 1 | |
| 0.63 | 1 | |
| 0.65 | 1 | |
| 0.7 | 1 | |
| 0.77 | 1 | |
| 0.83 | 1 | |
| 0.91 | 1 |
| Value | Count | Frequency (%) |
| 2703 | 1 | |
| 2609 | 2 | |
| 1996 | 1 | |
| 1781 | 1 | |
| 1725 | 1 | |
| 1596 | 1 | |
| 1577 | 1 | |
| 1568 | 1 | |
| 1564 | 1 | |
| 1549 | 1 |
hiv_vl_copies_mL
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 1022 |
|---|---|
| Distinct (%) | 65.6% |
| Missing | 9468 |
| Missing (%) | 85.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63629.47 |
| Minimum | 0 |
|---|---|
| Maximum | 4117370 |
| Zeros | 423 |
| Zeros (%) | 3.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6770.5 |
| Q3 | 44295.25 |
| 95-th percentile | 279377.25 |
| Maximum | 4117370 |
| Range | 4117370 |
| Interquartile range (IQR) | 44295.25 |
Descriptive statistics
| Standard deviation | 211323.28 |
|---|---|
| Coefficient of variation (CV) | 3.3211541 |
| Kurtosis | 137.06076 |
| Mean | 63629.47 |
| Median Absolute Deviation (MAD) | 6770.5 |
| Skewness | 9.877322 |
| Sum | 99134714 |
| Variance | 4.4657527 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 423 | 3.8% |
| 40 | 39 | 0.4% |
| 83980 | 3 | < 0.1% |
| 12049 | 3 | < 0.1% |
| 3955 | 3 | < 0.1% |
| 26568 | 2 | < 0.1% |
| 146685 | 2 | < 0.1% |
| 11599 | 2 | < 0.1% |
| 1050 | 2 | < 0.1% |
| 88539 | 2 | < 0.1% |
| Other values (1012) | 1077 | 9.8% |
| (Missing) | 9468 |
| Value | Count | Frequency (%) |
| 0 | 423 | |
| 10 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 40 | 39 | 0.4% |
| 41 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4117370 | 1 | |
| 2757298 | 1 | |
| 2670000 | 1 | |
| 2324690 | 1 | |
| 1898105 | 1 | |
| 1760459 | 1 | |
| 1551988 | 1 | |
| 1393213 | 1 | |
| 1203933 | 1 | |
| 1135011 | 1 |
art_status
Categorical
Constant Missing
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 10809 |
| Missing (%) | 98.0% |
| Memory size | 603.3 KiB |
| Positive |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Positive |
|---|---|
| 2nd row | Positive |
| 3rd row | Positive |
| 4th row | Positive |
| 5th row | Positive |
Common Values
| Value | Count | Frequency (%) |
| Positive | 217 | 2.0% |
| (Missing) | 10809 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| positive | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 434 | |
| P | 217 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1519 | |
| Uppercase Letter | 217 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 434 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1736 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 434 | |
| P | 217 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1736 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 434 | |
| P | 217 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
hemoglobin_g_dL
Real number (ℝ)
High correlation Missing
| Distinct | 110 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 9656 |
| Missing (%) | 87.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.51073 |
| Minimum | 6.1 |
|---|---|
| Maximum | 18.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 6.1 |
|---|---|
| 5-th percentile | 10.1 |
| Q1 | 12.4 |
| median | 13.6 |
| Q3 | 14.8 |
| 95-th percentile | 16.4 |
| Maximum | 18.4 |
| Range | 12.3 |
| Interquartile range (IQR) | 2.4 |
Descriptive statistics
| Standard deviation | 1.9079994 |
|---|---|
| Coefficient of variation (CV) | 0.14122105 |
| Kurtosis | 0.40694345 |
| Mean | 13.51073 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | -0.45113762 |
| Sum | 18509.7 |
| Variance | 3.6404618 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.4 | 39 | 0.4% |
| 12.5 | 37 | 0.3% |
| 13.8 | 34 | 0.3% |
| 13.9 | 34 | 0.3% |
| 13.3 | 33 | 0.3% |
| 14.4 | 32 | 0.3% |
| 14.1 | 32 | 0.3% |
| 13.2 | 31 | 0.3% |
| 14.6 | 30 | 0.3% |
| 13 | 30 | 0.3% |
| Other values (100) | 1038 | 9.4% |
| (Missing) | 9656 |
| Value | Count | Frequency (%) |
| 6.1 | 1 | < 0.1% |
| 6.8 | 1 | < 0.1% |
| 7.2 | 1 | < 0.1% |
| 7.3 | 1 | < 0.1% |
| 7.4 | 1 | < 0.1% |
| 7.6 | 2 | |
| 7.7 | 3 | |
| 7.9 | 1 | < 0.1% |
| 8 | 3 | |
| 8.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 18.4 | 1 | < 0.1% |
| 18.3 | 1 | < 0.1% |
| 18.1 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17.9 | 2 | |
| 17.8 | 2 | |
| 17.7 | 1 | < 0.1% |
| 17.6 | 3 | |
| 17.5 | 1 | < 0.1% |
| 17.4 | 4 |
hematocrit_percent
Real number (ℝ)
High correlation Missing
| Distinct | 226 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 9276 |
| Missing (%) | 84.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.897383 |
| Minimum | 10 |
|---|---|
| Maximum | 58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 35 |
| median | 40 |
| Q3 | 45 |
| 95-th percentile | 50 |
| Maximum | 58 |
| Range | 48 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.9173113 |
|---|---|
| Coefficient of variation (CV) | 0.22925222 |
| Kurtosis | 1.4747232 |
| Mean | 38.897383 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.99696207 |
| Sum | 68070.42 |
| Variance | 79.51844 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 45 | 108 | 1.0% |
| 40 | 108 | 1.0% |
| 42 | 91 | 0.8% |
| 41 | 91 | 0.8% |
| 43 | 85 | 0.8% |
| 39 | 70 | 0.6% |
| 37 | 70 | 0.6% |
| 44 | 66 | 0.6% |
| 38 | 61 | 0.6% |
| 35 | 59 | 0.5% |
| Other values (216) | 941 | 8.5% |
| (Missing) | 9276 |
| Value | Count | Frequency (%) |
| 10 | 29 | |
| 13 | 2 | < 0.1% |
| 14 | 4 | < 0.1% |
| 15 | 39 | |
| 15.3 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 18 | 2 | < 0.1% |
| 20 | 12 | 0.1% |
| 21 | 1 | < 0.1% |
| 21.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58 | 7 | 0.1% |
| 57 | 7 | 0.1% |
| 56 | 3 | < 0.1% |
| 55 | 30 | |
| 54.7 | 1 | < 0.1% |
| 54 | 5 | < 0.1% |
| 53.7 | 1 | < 0.1% |
| 53.3 | 1 | < 0.1% |
| 53 | 3 | < 0.1% |
| 52.6 | 1 | < 0.1% |
wbc_count_10e9_L
Real number (ℝ)
High correlation Missing
| Distinct | 566 |
|---|---|
| Distinct (%) | 28.9% |
| Missing | 9069 |
| Missing (%) | 82.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9626009 |
| Minimum | 1.2 |
|---|---|
| Maximum | 24.68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 1.2 |
|---|---|
| 5-th percentile | 2.6 |
| Q1 | 3.75 |
| median | 4.61 |
| Q3 | 5.83 |
| 95-th percentile | 8.202 |
| Maximum | 24.68 |
| Range | 23.48 |
| Interquartile range (IQR) | 2.08 |
Descriptive statistics
| Standard deviation | 1.8643316 |
|---|---|
| Coefficient of variation (CV) | 0.37567631 |
| Kurtosis | 10.236814 |
| Mean | 4.9626009 |
| Median Absolute Deviation (MAD) | 1.01 |
| Skewness | 1.9165626 |
| Sum | 9711.81 |
| Variance | 3.4757323 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.7 | 32 | 0.3% |
| 3.6 | 28 | 0.3% |
| 4.5 | 28 | 0.3% |
| 3.8 | 27 | 0.2% |
| 4.6 | 26 | 0.2% |
| 3.9 | 26 | 0.2% |
| 4.2 | 26 | 0.2% |
| 4.3 | 24 | 0.2% |
| 5 | 24 | 0.2% |
| 3.1 | 23 | 0.2% |
| Other values (556) | 1693 | 15.4% |
| (Missing) | 9069 |
| Value | Count | Frequency (%) |
| 1.2 | 1 | < 0.1% |
| 1.52 | 1 | < 0.1% |
| 1.6 | 3 | |
| 1.7 | 6 | |
| 1.71 | 1 | < 0.1% |
| 1.8 | 4 | |
| 1.82 | 1 | < 0.1% |
| 1.85 | 1 | < 0.1% |
| 1.9 | 5 | |
| 1.94 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 24.68 | 1 | |
| 17.96 | 1 | |
| 15.85 | 1 | |
| 15.78 | 1 | |
| 15.33 | 1 | |
| 14.98 | 1 | |
| 14.8 | 1 | |
| 13.21 | 1 | |
| 13.03 | 1 | |
| 12.42 | 1 |
platelet_count_10e9_L
Real number (ℝ)
Missing
| Distinct | 327 |
|---|---|
| Distinct (%) | 23.9% |
| Missing | 9656 |
| Missing (%) | 87.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 266.54745 |
| Minimum | 7 |
|---|---|
| Maximum | 884 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 164 |
| Q1 | 216 |
| median | 258 |
| Q3 | 306 |
| 95-th percentile | 405 |
| Maximum | 884 |
| Range | 877 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 78.805543 |
|---|---|
| Coefficient of variation (CV) | 0.29565297 |
| Kurtosis | 5.6313277 |
| Mean | 266.54745 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 1.3390495 |
| Sum | 365170 |
| Variance | 6210.3137 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 261 | 15 | 0.1% |
| 266 | 14 | 0.1% |
| 287 | 13 | 0.1% |
| 240 | 13 | 0.1% |
| 219 | 13 | 0.1% |
| 244 | 12 | 0.1% |
| 216 | 12 | 0.1% |
| 264 | 12 | 0.1% |
| 222 | 12 | 0.1% |
| 245 | 11 | 0.1% |
| Other values (317) | 1243 | 11.3% |
| (Missing) | 9656 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 17 | 1 | |
| 42 | 1 | |
| 63 | 1 | |
| 80 | 1 | |
| 82 | 1 | |
| 87 | 1 | |
| 90 | 1 | |
| 96 | 1 | |
| 98 | 2 |
| Value | Count | Frequency (%) |
| 884 | 1 | |
| 751 | 1 | |
| 676 | 1 | |
| 652 | 1 | |
| 619 | 1 | |
| 588 | 1 | |
| 575 | 1 | |
| 552 | 1 | |
| 549 | 1 | |
| 544 | 1 |
neutrophil_count_10e9_L
Real number (ℝ)
High correlation Missing
| Distinct | 427 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 9661 |
| Missing (%) | 87.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7509363 |
| Minimum | 0.19 |
|---|---|
| Maximum | 9.68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 1.264 |
| Q1 | 1.87 |
| median | 2.51 |
| Q3 | 3.35 |
| 95-th percentile | 5.23 |
| Maximum | 9.68 |
| Range | 9.49 |
| Interquartile range (IQR) | 1.48 |
Descriptive statistics
| Standard deviation | 1.2579867 |
|---|---|
| Coefficient of variation (CV) | 0.45729403 |
| Kurtosis | 3.776255 |
| Mean | 2.7509363 |
| Median Absolute Deviation (MAD) | 0.69 |
| Skewness | 1.5319142 |
| Sum | 3755.028 |
| Variance | 1.5825306 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.99 | 11 | 0.1% |
| 2.66 | 10 | 0.1% |
| 2.13 | 10 | 0.1% |
| 2.49 | 10 | 0.1% |
| 2.07 | 9 | 0.1% |
| 2.2 | 9 | 0.1% |
| 1.51 | 9 | 0.1% |
| 2.36 | 9 | 0.1% |
| 2.19 | 8 | 0.1% |
| 3.72 | 8 | 0.1% |
| Other values (417) | 1272 | 11.5% |
| (Missing) | 9661 |
| Value | Count | Frequency (%) |
| 0.19 | 1 | |
| 0.59 | 1 | |
| 0.65 | 2 | |
| 0.72 | 1 | |
| 0.75 | 1 | |
| 0.81 | 1 | |
| 0.818 | 1 | |
| 0.86 | 2 | |
| 0.9 | 1 | |
| 0.92 | 2 |
| Value | Count | Frequency (%) |
| 9.68 | 1 | |
| 9.66 | 1 | |
| 9.31 | 1 | |
| 9.17 | 1 | |
| 8.52 | 1 | |
| 8.35 | 1 | |
| 8.07 | 1 | |
| 7.96 | 1 | |
| 7.66 | 1 | |
| 7.43 | 1 |
lymphocyte_count_10e9_L
Real number (ℝ)
High correlation Missing
| Distinct | 320 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 9656 |
| Missing (%) | 87.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9186569 |
| Minimum | 0.21 |
|---|---|
| Maximum | 9.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.21 |
|---|---|
| 5-th percentile | 0.8845 |
| Q1 | 1.38 |
| median | 1.83 |
| Q3 | 2.34 |
| 95-th percentile | 3.2665 |
| Maximum | 9.94 |
| Range | 9.73 |
| Interquartile range (IQR) | 0.96 |
Descriptive statistics
| Standard deviation | 0.7813107 |
|---|---|
| Coefficient of variation (CV) | 0.40721751 |
| Kurtosis | 8.7588809 |
| Mean | 1.9186569 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | 1.4763406 |
| Sum | 2628.56 |
| Variance | 0.61044641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.61 | 13 | 0.1% |
| 1.33 | 13 | 0.1% |
| 1.8 | 13 | 0.1% |
| 1.82 | 13 | 0.1% |
| 2.01 | 12 | 0.1% |
| 1.59 | 12 | 0.1% |
| 1.66 | 12 | 0.1% |
| 2.08 | 12 | 0.1% |
| 1.47 | 12 | 0.1% |
| 1.53 | 12 | 0.1% |
| Other values (310) | 1246 | 11.3% |
| (Missing) | 9656 |
| Value | Count | Frequency (%) |
| 0.21 | 1 | < 0.1% |
| 0.22 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.27 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 0.37 | 2 | |
| 0.45 | 1 | < 0.1% |
| 0.46 | 3 | |
| 0.47 | 1 | < 0.1% |
| 0.49 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9.94 | 1 | |
| 5.92 | 1 | |
| 5.32 | 1 | |
| 4.73 | 1 | |
| 4.7 | 1 | |
| 4.68 | 2 | |
| 4.58 | 1 | |
| 4.31 | 1 | |
| 4.21 | 1 | |
| 4.2 | 1 |
monocyte_count_10e9_L
Real number (ℝ)
High correlation Missing
| Distinct | 96 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 9757 |
| Missing (%) | 88.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44579984 |
| Minimum | 0.11 |
|---|---|
| Maximum | 2.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.11 |
|---|---|
| 5-th percentile | 0.22 |
| Q1 | 0.33 |
| median | 0.42 |
| Q3 | 0.53 |
| 95-th percentile | 0.77 |
| Maximum | 2.12 |
| Range | 2.01 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.18297858 |
|---|---|
| Coefficient of variation (CV) | 0.41045008 |
| Kurtosis | 10.544407 |
| Mean | 0.44579984 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 2.0473435 |
| Sum | 565.72 |
| Variance | 0.033481162 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.38 | 42 | 0.4% |
| 0.34 | 41 | 0.4% |
| 0.43 | 41 | 0.4% |
| 0.35 | 39 | 0.4% |
| 0.36 | 38 | 0.3% |
| 0.4 | 37 | 0.3% |
| 0.41 | 37 | 0.3% |
| 0.37 | 36 | 0.3% |
| 0.48 | 35 | 0.3% |
| 0.42 | 33 | 0.3% |
| Other values (86) | 890 | 8.1% |
| (Missing) | 9757 |
| Value | Count | Frequency (%) |
| 0.11 | 4 | < 0.1% |
| 0.12 | 2 | < 0.1% |
| 0.14 | 4 | < 0.1% |
| 0.15 | 4 | < 0.1% |
| 0.16 | 4 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.18 | 8 | |
| 0.19 | 8 | |
| 0.2 | 9 | |
| 0.21 | 16 |
| Value | Count | Frequency (%) |
| 2.12 | 1 | |
| 1.84 | 1 | |
| 1.54 | 1 | |
| 1.47 | 1 | |
| 1.42 | 1 | |
| 1.18 | 1 | |
| 1.17 | 1 | |
| 1.08 | 1 | |
| 1.07 | 2 | |
| 1.04 | 1 |
eosinophil_count_10e9_L
Real number (ℝ)
Missing
| Distinct | 90 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 9757 |
| Missing (%) | 88.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14078014 |
| Minimum | 0 |
|---|---|
| Maximum | 3.16 |
| Zeros | 52 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.03 |
| median | 0.08 |
| Q3 | 0.16 |
| 95-th percentile | 0.496 |
| Maximum | 3.16 |
| Range | 3.16 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.212717 |
|---|---|
| Coefficient of variation (CV) | 1.5109873 |
| Kurtosis | 47.469199 |
| Mean | 0.14078014 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 5.346545 |
| Sum | 178.65 |
| Variance | 0.045248523 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02 | 96 | 0.9% |
| 0.01 | 90 | 0.8% |
| 0.03 | 85 | 0.8% |
| 0.07 | 79 | 0.7% |
| 0.04 | 77 | 0.7% |
| 0.05 | 72 | 0.7% |
| 0.06 | 69 | 0.6% |
| 0.1 | 55 | 0.5% |
| 0.08 | 52 | 0.5% |
| 0 | 52 | 0.5% |
| Other values (80) | 542 | 4.9% |
| (Missing) | 9757 |
| Value | Count | Frequency (%) |
| 0 | 52 | |
| 0.01 | 90 | |
| 0.02 | 96 | |
| 0.03 | 85 | |
| 0.04 | 77 | |
| 0.05 | 72 | |
| 0.06 | 69 | |
| 0.07 | 79 | |
| 0.08 | 52 | |
| 0.09 | 41 |
| Value | Count | Frequency (%) |
| 3.16 | 1 | |
| 1.89 | 1 | |
| 1.75 | 2 | |
| 1.57 | 1 | |
| 1.51 | 1 | |
| 1.48 | 1 | |
| 1.35 | 1 | |
| 1.25 | 1 | |
| 1.23 | 2 | |
| 1.15 | 1 |
basophil_count_10e9_L
Real number (ℝ)
Missing Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 9757 |
| Missing (%) | 88.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02534279 |
| Minimum | 0 |
|---|---|
| Maximum | 0.21 |
| Zeros | 135 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 0.02 |
| Q3 | 0.03 |
| 95-th percentile | 0.06 |
| Maximum | 0.21 |
| Range | 0.21 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.020467253 |
|---|---|
| Coefficient of variation (CV) | 0.8076164 |
| Kurtosis | 13.166377 |
| Mean | 0.02534279 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 2.4966961 |
| Sum | 32.16 |
| Variance | 0.00041890843 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0.02 | 351 | 3.2% |
| 0.03 | 265 | 2.4% |
| 0.01 | 244 | 2.2% |
| 0 | 135 | 1.2% |
| 0.04 | 129 | 1.2% |
| 0.05 | 69 | 0.6% |
| 0.06 | 29 | 0.3% |
| 0.07 | 19 | 0.2% |
| 0.09 | 7 | 0.1% |
| 0.08 | 6 | 0.1% |
| Other values (8) | 15 | 0.1% |
| (Missing) | 9757 |
| Value | Count | Frequency (%) |
| 0 | 135 | 1.2% |
| 0.01 | 244 | |
| 0.02 | 351 | |
| 0.03 | 265 | |
| 0.04 | 129 | 1.2% |
| 0.05 | 69 | 0.6% |
| 0.06 | 29 | 0.3% |
| 0.07 | 19 | 0.2% |
| 0.08 | 6 | 0.1% |
| 0.09 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 0.21 | 1 | < 0.1% |
| 0.19 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.15 | 1 | < 0.1% |
| 0.13 | 2 | < 0.1% |
| 0.12 | 2 | < 0.1% |
| 0.11 | 5 | |
| 0.1 | 2 | < 0.1% |
| 0.09 | 7 | |
| 0.08 | 6 |
mcv_fL
Real number (ℝ)
High correlation Missing
| Distinct | 379 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 9757 |
| Missing (%) | 88.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.587076 |
| Minimum | 58.1 |
|---|---|
| Maximum | 121.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 58.1 |
|---|---|
| 5-th percentile | 74.1 |
| Q1 | 84.2 |
| median | 88.4 |
| Q3 | 93 |
| 95-th percentile | 104.72 |
| Maximum | 121.1 |
| Range | 63 |
| Interquartile range (IQR) | 8.8 |
Descriptive statistics
| Standard deviation | 8.7379195 |
|---|---|
| Coefficient of variation (CV) | 0.098636503 |
| Kurtosis | 1.3868719 |
| Mean | 88.587076 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 0.12628103 |
| Sum | 112417 |
| Variance | 76.351237 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 87.3 | 15 | 0.1% |
| 84.5 | 14 | 0.1% |
| 89.3 | 14 | 0.1% |
| 91.8 | 12 | 0.1% |
| 88 | 12 | 0.1% |
| 90.4 | 11 | 0.1% |
| 88.3 | 11 | 0.1% |
| 91.7 | 11 | 0.1% |
| 87.2 | 11 | 0.1% |
| 89.1 | 10 | 0.1% |
| Other values (369) | 1148 | 10.4% |
| (Missing) | 9757 |
| Value | Count | Frequency (%) |
| 58.1 | 1 | |
| 59.7 | 1 | |
| 60 | 1 | |
| 60.1 | 1 | |
| 60.5 | 1 | |
| 60.9 | 1 | |
| 61.2 | 1 | |
| 61.8 | 1 | |
| 62.1 | 1 | |
| 62.2 | 1 |
| Value | Count | Frequency (%) |
| 121.1 | 1 | |
| 117.1 | 1 | |
| 115.7 | 1 | |
| 114.7 | 1 | |
| 114 | 1 | |
| 113.7 | 1 | |
| 113.6 | 1 | |
| 113.4 | 1 | |
| 113 | 1 | |
| 112.9 | 2 |
mch_pg
Real number (ℝ)
High correlation Missing
| Distinct | 138 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 9974 |
| Missing (%) | 90.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.411597 |
| Minimum | 16.7 |
|---|---|
| Maximum | 34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 16.7 |
|---|---|
| 5-th percentile | 23.1 |
| Q1 | 27.1 |
| median | 28.7 |
| Q3 | 30.3 |
| 95-th percentile | 32.145 |
| Maximum | 34 |
| Range | 17.3 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 2.7248789 |
|---|---|
| Coefficient of variation (CV) | 0.095907279 |
| Kurtosis | 1.4802156 |
| Mean | 28.411597 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | -0.94437237 |
| Sum | 29889 |
| Variance | 7.4249653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.6 | 25 | 0.2% |
| 29.9 | 21 | 0.2% |
| 28.8 | 21 | 0.2% |
| 28.9 | 21 | 0.2% |
| 27.9 | 20 | 0.2% |
| 29.4 | 20 | 0.2% |
| 27.5 | 19 | 0.2% |
| 27.3 | 18 | 0.2% |
| 27.2 | 18 | 0.2% |
| 30 | 18 | 0.2% |
| Other values (128) | 851 | 7.7% |
| (Missing) | 9974 |
| Value | Count | Frequency (%) |
| 16.7 | 1 | |
| 17.3 | 1 | |
| 17.6 | 1 | |
| 17.8 | 1 | |
| 17.9 | 1 | |
| 18.2 | 1 | |
| 18.4 | 1 | |
| 18.5 | 1 | |
| 18.8 | 1 | |
| 19.7 | 1 |
| Value | Count | Frequency (%) |
| 34 | 1 | < 0.1% |
| 33.9 | 1 | < 0.1% |
| 33.8 | 2 | |
| 33.7 | 1 | < 0.1% |
| 33.5 | 3 | |
| 33.4 | 2 | |
| 33.3 | 4 | |
| 33.2 | 1 | < 0.1% |
| 33.1 | 2 | |
| 33 | 2 |
mchc_g_dL
Real number (ℝ)
High correlation Missing
| Distinct | 59 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 9974 |
| Missing (%) | 90.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.653707 |
| Minimum | 28.3 |
|---|---|
| Maximum | 35.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 28.3 |
|---|---|
| 5-th percentile | 31.2 |
| Q1 | 32.2 |
| median | 32.7 |
| Q3 | 33.2 |
| 95-th percentile | 33.9 |
| Maximum | 35.9 |
| Range | 7.6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.89265719 |
|---|---|
| Coefficient of variation (CV) | 0.027337086 |
| Kurtosis | 2.0274307 |
| Mean | 32.653707 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.58209633 |
| Sum | 34351.7 |
| Variance | 0.79683686 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.6 | 60 | 0.5% |
| 32.7 | 57 | 0.5% |
| 33.1 | 54 | 0.5% |
| 32.4 | 54 | 0.5% |
| 33 | 53 | 0.5% |
| 33.2 | 52 | 0.5% |
| 32.5 | 51 | 0.5% |
| 32.8 | 50 | 0.5% |
| 32.9 | 46 | 0.4% |
| 32.3 | 44 | 0.4% |
| Other values (49) | 531 | 4.8% |
| (Missing) | 9974 |
| Value | Count | Frequency (%) |
| 28.3 | 1 | |
| 28.6 | 1 | |
| 28.7 | 1 | |
| 28.8 | 1 | |
| 29.3 | 2 | |
| 29.4 | 1 | |
| 29.8 | 1 | |
| 30 | 2 | |
| 30.2 | 1 | |
| 30.3 | 2 |
| Value | Count | Frequency (%) |
| 35.9 | 1 | < 0.1% |
| 35.6 | 1 | < 0.1% |
| 35.3 | 1 | < 0.1% |
| 35 | 2 | < 0.1% |
| 34.9 | 4 | < 0.1% |
| 34.7 | 2 | < 0.1% |
| 34.6 | 1 | < 0.1% |
| 34.5 | 3 | < 0.1% |
| 34.4 | 10 | |
| 34.3 | 3 | < 0.1% |
rdw_percent
Real number (ℝ)
High correlation Missing
| Distinct | 58 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 10809 |
| Missing (%) | 98.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.628111 |
| Minimum | 11.9 |
|---|---|
| Maximum | 23.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 11.9 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.5 |
| median | 14.3 |
| Q3 | 15.1 |
| 95-th percentile | 18.34 |
| Maximum | 23.9 |
| Range | 12 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.805263 |
|---|---|
| Coefficient of variation (CV) | 0.12341054 |
| Kurtosis | 5.6324967 |
| Mean | 14.628111 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 2.0358278 |
| Sum | 3174.3 |
| Variance | 3.2589747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.8 | 12 | 0.1% |
| 14.3 | 11 | 0.1% |
| 14.1 | 10 | 0.1% |
| 13.3 | 10 | 0.1% |
| 14.2 | 9 | 0.1% |
| 13.4 | 8 | 0.1% |
| 15 | 8 | 0.1% |
| 15.2 | 8 | 0.1% |
| 13.9 | 8 | 0.1% |
| 14.7 | 7 | 0.1% |
| Other values (48) | 126 | 1.1% |
| (Missing) | 10809 |
| Value | Count | Frequency (%) |
| 11.9 | 1 | < 0.1% |
| 12.1 | 3 | |
| 12.2 | 1 | < 0.1% |
| 12.4 | 1 | < 0.1% |
| 12.5 | 3 | |
| 12.6 | 6 | |
| 12.7 | 1 | < 0.1% |
| 12.8 | 2 | < 0.1% |
| 12.9 | 4 | |
| 13 | 3 |
| Value | Count | Frequency (%) |
| 23.9 | 1 | |
| 21.9 | 1 | |
| 20.8 | 2 | |
| 20.5 | 1 | |
| 20 | 1 | |
| 19.8 | 2 | |
| 19.5 | 1 | |
| 18.9 | 1 | |
| 18.5 | 1 | |
| 18.3 | 2 |
alt_U_L
Real number (ℝ)
High correlation Missing
| Distinct | 53 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 10708 |
| Missing (%) | 97.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.487421 |
| Minimum | 6 |
|---|---|
| Maximum | 157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 13 |
| median | 17 |
| Q3 | 23.75 |
| 95-th percentile | 47.3 |
| Maximum | 157 |
| Range | 151 |
| Interquartile range (IQR) | 10.75 |
Descriptive statistics
| Standard deviation | 16.144014 |
|---|---|
| Coefficient of variation (CV) | 0.75132392 |
| Kurtosis | 21.334062 |
| Mean | 21.487421 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.8499824 |
| Sum | 6833 |
| Variance | 260.62918 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 23 | 0.2% |
| 10 | 20 | 0.2% |
| 16 | 18 | 0.2% |
| 14 | 18 | 0.2% |
| 12 | 18 | 0.2% |
| 17 | 17 | 0.2% |
| 11 | 17 | 0.2% |
| 13 | 17 | 0.2% |
| 21 | 15 | 0.1% |
| 18 | 15 | 0.1% |
| Other values (43) | 140 | 1.3% |
| (Missing) | 10708 |
| Value | Count | Frequency (%) |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 9 | 0.1% |
| 10 | 20 | |
| 11 | 17 | |
| 12 | 18 | |
| 13 | 17 | |
| 14 | 18 | |
| 15 | 23 |
| Value | Count | Frequency (%) |
| 157 | 1 | |
| 98 | 2 | |
| 97 | 1 | |
| 93 | 1 | |
| 89 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 61 | 1 |
ast_U_L
Real number (ℝ)
High correlation Missing
| Distinct | 223 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 10285 |
| Missing (%) | 93.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.764238 |
| Minimum | 10 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 23 |
| median | 46.4 |
| Q3 | 61.2 |
| 95-th percentile | 73.4 |
| Maximum | 100 |
| Range | 90 |
| Interquartile range (IQR) | 38.2 |
Descriptive statistics
| Standard deviation | 20.453572 |
|---|---|
| Coefficient of variation (CV) | 0.46735812 |
| Kurtosis | -1.3811424 |
| Mean | 43.764238 |
| Median Absolute Deviation (MAD) | 19.7 |
| Skewness | 0.032422857 |
| Sum | 32429.3 |
| Variance | 418.3486 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 27 | 0.2% |
| 17 | 23 | 0.2% |
| 23 | 23 | 0.2% |
| 21 | 23 | 0.2% |
| 19 | 22 | 0.2% |
| 22 | 22 | 0.2% |
| 25 | 19 | 0.2% |
| 15 | 18 | 0.2% |
| 18 | 17 | 0.2% |
| 26 | 15 | 0.1% |
| Other values (213) | 532 | 4.8% |
| (Missing) | 10285 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 11.1 | 2 | < 0.1% |
| 12 | 3 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 8 | 0.1% |
| 15 | 18 | |
| 16 | 13 | |
| 17 | 23 | |
| 18 | 17 | |
| 19 | 22 |
| Value | Count | Frequency (%) |
| 100 | 1 | < 0.1% |
| 97 | 1 | < 0.1% |
| 84.6 | 1 | < 0.1% |
| 84.3 | 2 | |
| 83.8 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 79.8 | 2 | |
| 78 | 2 | |
| 77.1 | 4 | |
| 77 | 2 |
albumin_g_dL
Real number (ℝ)
Missing
| Distinct | 42 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 10083 |
| Missing (%) | 91.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.722163 |
| Minimum | 29.5 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 29.5 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 40 |
| median | 42 |
| Q3 | 43.5 |
| 95-th percentile | 46 |
| Maximum | 60 |
| Range | 30.5 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 3.0719792 |
|---|---|
| Coefficient of variation (CV) | 0.073629432 |
| Kurtosis | 3.1871988 |
| Mean | 41.722163 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.32126751 |
| Sum | 39344 |
| Variance | 9.437056 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 41 | 119 | 1.1% |
| 42 | 109 | 1.0% |
| 43 | 95 | 0.9% |
| 40 | 72 | 0.7% |
| 44 | 60 | 0.5% |
| 45 | 50 | 0.5% |
| 39 | 50 | 0.5% |
| 38 | 49 | 0.4% |
| 41.5 | 37 | 0.3% |
| 40.5 | 33 | 0.3% |
| Other values (32) | 269 | 2.4% |
| (Missing) | 10083 |
| Value | Count | Frequency (%) |
| 29.5 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 31 | 2 | < 0.1% |
| 31.5 | 1 | < 0.1% |
| 32.5 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 34 | 3 | < 0.1% |
| 35 | 7 | 0.1% |
| 35.5 | 1 | < 0.1% |
| 36 | 18 |
| Value | Count | Frequency (%) |
| 60 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 52 | 2 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 5 | |
| 48.5 | 3 | |
| 48 | 6 | |
| 47.5 | 3 |
total_protein_g_dL
Real number (ℝ)
High correlation Missing
| Distinct | 868 |
|---|---|
| Distinct (%) | 93.4% |
| Missing | 10097 |
| Missing (%) | 91.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.019494 |
| Minimum | 12.09 |
|---|---|
| Maximum | 261.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 12.09 |
|---|---|
| 5-th percentile | 24.886 |
| Q1 | 37.15 |
| median | 49.1 |
| Q3 | 66.7 |
| 95-th percentile | 100.98 |
| Maximum | 261.25 |
| Range | 249.16 |
| Interquartile range (IQR) | 29.55 |
Descriptive statistics
| Standard deviation | 26.854133 |
|---|---|
| Coefficient of variation (CV) | 0.48808398 |
| Kurtosis | 7.6577044 |
| Mean | 55.019494 |
| Median Absolute Deviation (MAD) | 14.07 |
| Skewness | 2.0273365 |
| Sum | 51113.11 |
| Variance | 721.14448 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49.72 | 3 | < 0.1% |
| 32.77 | 3 | < 0.1% |
| 54.92 | 3 | < 0.1% |
| 65.15 | 2 | < 0.1% |
| 59.78 | 2 | < 0.1% |
| 30.58 | 2 | < 0.1% |
| 78 | 2 | < 0.1% |
| 44.92 | 2 | < 0.1% |
| 42.07 | 2 | < 0.1% |
| 35.45 | 2 | < 0.1% |
| Other values (858) | 906 | 8.2% |
| (Missing) | 10097 |
| Value | Count | Frequency (%) |
| 12.09 | 1 | |
| 12.99 | 1 | |
| 14.38 | 1 | |
| 16.25 | 1 | |
| 17.44 | 1 | |
| 17.52 | 1 | |
| 18.02 | 1 | |
| 18.14 | 1 | |
| 18.15 | 1 | |
| 18.41 | 1 |
| Value | Count | Frequency (%) |
| 261.25 | 1 | |
| 209.4 | 1 | |
| 194.44 | 1 | |
| 184.78 | 1 | |
| 184.58 | 1 | |
| 174.97 | 1 | |
| 167.66 | 1 | |
| 166.31 | 1 | |
| 162.3 | 1 | |
| 150.85 | 1 |
creatinine_umol_L
Real number (ℝ)
High correlation Missing
| Distinct | 59 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 10809 |
| Missing (%) | 98.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.866359 |
| Minimum | 31 |
|---|---|
| Maximum | 169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 54 |
| median | 62 |
| Q3 | 71 |
| 95-th percentile | 91 |
| Maximum | 169 |
| Range | 138 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 15.771975 |
|---|---|
| Coefficient of variation (CV) | 0.24695278 |
| Kurtosis | 8.6528075 |
| Mean | 63.866359 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 1.8734959 |
| Sum | 13859 |
| Variance | 248.75521 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62 | 11 | 0.1% |
| 54 | 10 | 0.1% |
| 65 | 9 | 0.1% |
| 48 | 8 | 0.1% |
| 66 | 8 | 0.1% |
| 57 | 7 | 0.1% |
| 63 | 7 | 0.1% |
| 58 | 7 | 0.1% |
| 52 | 7 | 0.1% |
| 59 | 7 | 0.1% |
| Other values (49) | 136 | 1.2% |
| (Missing) | 10809 |
| Value | Count | Frequency (%) |
| 31 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 42 | 2 | < 0.1% |
| 43 | 3 | < 0.1% |
| 44 | 4 | |
| 45 | 5 | |
| 46 | 2 | < 0.1% |
| 47 | 3 | < 0.1% |
| 48 | 8 |
| Value | Count | Frequency (%) |
| 169 | 1 | |
| 114 | 1 | |
| 110 | 1 | |
| 99 | 2 | |
| 98 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 92 | 1 | |
| 91 | 2 |
creatinine_clearance_mL_min
Real number (ℝ)
High correlation Missing
| Distinct | 113 |
|---|---|
| Distinct (%) | 52.1% |
| Missing | 10809 |
| Missing (%) | 98.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.04147 |
| Minimum | 40 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 77.8 |
| Q1 | 100 |
| median | 126 |
| Q3 | 153 |
| 95-th percentile | 192 |
| Maximum | 243 |
| Range | 203 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 37.493371 |
|---|---|
| Coefficient of variation (CV) | 0.29055287 |
| Kurtosis | -0.35583415 |
| Mean | 129.04147 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.36660724 |
| Sum | 28002 |
| Variance | 1405.7529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 130 | 7 | 0.1% |
| 127 | 5 | < 0.1% |
| 90 | 5 | < 0.1% |
| 93 | 5 | < 0.1% |
| 100 | 5 | < 0.1% |
| 94 | 5 | < 0.1% |
| 120 | 5 | < 0.1% |
| 86 | 4 | < 0.1% |
| 135 | 4 | < 0.1% |
| 119 | 4 | < 0.1% |
| Other values (103) | 168 | 1.5% |
| (Missing) | 10809 |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 59 | 1 | |
| 60 | 1 | |
| 64 | 2 | |
| 65 | 2 | |
| 66 | 1 | |
| 68 | 1 | |
| 71 | 1 | |
| 77 | 1 | |
| 78 | 1 |
| Value | Count | Frequency (%) |
| 243 | 1 | |
| 225 | 1 | |
| 217 | 1 | |
| 209 | 1 | |
| 205 | 1 | |
| 203 | 1 | |
| 199 | 2 | |
| 198 | 1 | |
| 197 | 1 | |
| 196 | 1 |
potassium_mEq_L
Real number (ℝ)
High correlation Missing
| Distinct | 30 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 10847 |
| Missing (%) | 98.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8128492 |
| Minimum | 3.5 |
|---|---|
| Maximum | 6.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 3.9 |
| Q1 | 4.4 |
| median | 4.8 |
| Q3 | 5.1 |
| 95-th percentile | 5.9 |
| Maximum | 6.6 |
| Range | 3.1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.60670619 |
|---|---|
| Coefficient of variation (CV) | 0.12605967 |
| Kurtosis | 0.32414825 |
| Mean | 4.8128492 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.53010157 |
| Sum | 861.5 |
| Variance | 0.3680924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4.7 | 16 | 0.1% |
| 4.9 | 15 | 0.1% |
| 4.8 | 15 | 0.1% |
| 4.3 | 13 | 0.1% |
| 4.4 | 11 | 0.1% |
| 5.1 | 10 | 0.1% |
| 4.6 | 10 | 0.1% |
| 5.2 | 9 | 0.1% |
| 5 | 9 | 0.1% |
| 4.1 | 8 | 0.1% |
| Other values (20) | 63 | 0.6% |
| (Missing) | 10847 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.7 | 2 | < 0.1% |
| 3.8 | 3 | < 0.1% |
| 3.9 | 6 | |
| 4 | 2 | < 0.1% |
| 4.1 | 8 | |
| 4.2 | 6 | |
| 4.3 | 13 | |
| 4.4 | 11 |
| Value | Count | Frequency (%) |
| 6.6 | 2 | < 0.1% |
| 6.4 | 1 | < 0.1% |
| 6.3 | 1 | < 0.1% |
| 6.2 | 3 | |
| 6.1 | 1 | < 0.1% |
| 5.9 | 3 | |
| 5.8 | 2 | < 0.1% |
| 5.7 | 5 | |
| 5.6 | 3 | |
| 5.5 | 6 |
total_cholesterol_mmol_L
Real number (ℝ)
High correlation Missing
| Distinct | 463 |
|---|---|
| Distinct (%) | 24.4% |
| Missing | 9128 |
| Missing (%) | 82.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3553477 |
| Minimum | 1.12 |
|---|---|
| Maximum | 11.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 1.12 |
|---|---|
| 5-th percentile | 2.71 |
| Q1 | 3.62 |
| median | 4.27 |
| Q3 | 5.02 |
| 95-th percentile | 6.2215 |
| Maximum | 11.98 |
| Range | 10.86 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.1002132 |
|---|---|
| Coefficient of variation (CV) | 0.25261202 |
| Kurtosis | 2.4442516 |
| Mean | 4.3553477 |
| Median Absolute Deviation (MAD) | 0.69 |
| Skewness | 0.71617034 |
| Sum | 8266.45 |
| Variance | 1.2104691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.11 | 20 | 0.2% |
| 4 | 16 | 0.1% |
| 3.99 | 14 | 0.1% |
| 4.75 | 13 | 0.1% |
| 4.38 | 13 | 0.1% |
| 4.37 | 12 | 0.1% |
| 4.04 | 12 | 0.1% |
| 3.9 | 11 | 0.1% |
| 3.89 | 11 | 0.1% |
| 4.09 | 11 | 0.1% |
| Other values (453) | 1765 | 16.0% |
| (Missing) | 9128 |
| Value | Count | Frequency (%) |
| 1.12 | 1 | < 0.1% |
| 1.22 | 1 | < 0.1% |
| 1.29 | 1 | < 0.1% |
| 1.38 | 1 | < 0.1% |
| 1.54 | 1 | < 0.1% |
| 1.59 | 1 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| 1.8 | 3 | |
| 1.82 | 1 | < 0.1% |
| 1.85 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11.98 | 1 | |
| 10.48 | 1 | |
| 10.29 | 1 | |
| 9.28 | 2 | |
| 9.04 | 1 | |
| 8.65 | 1 | |
| 8.18 | 1 | |
| 7.82 | 1 | |
| 7.71 | 1 | |
| 7.7 | 1 |
hdl_cholesterol_mmol_L_consolidated
Real number (ℝ)
Missing
| Distinct | 597 |
|---|---|
| Distinct (%) | 20.5% |
| Missing | 8108 |
| Missing (%) | 73.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1788861 |
| Minimum | 0.1 |
|---|---|
| Maximum | 4.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.61 |
| Q1 | 0.9001099 |
| median | 1.12 |
| Q3 | 1.4 |
| 95-th percentile | 1.9 |
| Maximum | 4.18 |
| Range | 4.08 |
| Interquartile range (IQR) | 0.4998901 |
Descriptive statistics
| Standard deviation | 0.40627866 |
|---|---|
| Coefficient of variation (CV) | 0.34462929 |
| Kurtosis | 3.8978187 |
| Mean | 1.1788861 |
| Median Absolute Deviation (MAD) | 0.23 |
| Skewness | 1.1937042 |
| Sum | 3439.9895 |
| Variance | 0.16506235 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9 | 104 | 0.9% |
| 1.1 | 103 | 0.9% |
| 1 | 94 | 0.9% |
| 1.2 | 77 | 0.7% |
| 1.4 | 64 | 0.6% |
| 0.8 | 62 | 0.6% |
| 1.3 | 58 | 0.5% |
| 0.7 | 49 | 0.4% |
| 1.5 | 40 | 0.4% |
| 1.04 | 30 | 0.3% |
| Other values (587) | 2237 | 20.3% |
| (Missing) | 8108 |
| Value | Count | Frequency (%) |
| 0.1 | 1 | |
| 0.2 | 1 | |
| 0.2004137574 | 1 | |
| 0.2611843807 | 1 | |
| 0.2746314973 | 1 | |
| 0.28 | 1 | |
| 0.2844582364 | 1 | |
| 0.32 | 1 | |
| 0.33 | 2 | |
| 0.34 | 2 |
| Value | Count | Frequency (%) |
| 4.18 | 1 | < 0.1% |
| 3.7 | 3 | |
| 3.24 | 1 | < 0.1% |
| 3.14 | 1 | < 0.1% |
| 3.13 | 1 | < 0.1% |
| 3.11 | 1 | < 0.1% |
| 3.09 | 1 | < 0.1% |
| 2.97 | 3 | |
| 2.8 | 1 | < 0.1% |
| 2.79 | 1 | < 0.1% |
ldl_cholesterol_mmol_L_consolidated
Real number (ℝ)
High correlation Missing
| Distinct | 831 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 8109 |
| Missing (%) | 73.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3042833 |
| Minimum | 0 |
|---|---|
| Maximum | 9.74 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.938 |
| Q1 | 1.62 |
| median | 2.23 |
| Q3 | 2.9 |
| 95-th percentile | 3.924 |
| Maximum | 9.74 |
| Range | 9.74 |
| Interquartile range (IQR) | 1.28 |
Descriptive statistics
| Standard deviation | 0.93255652 |
|---|---|
| Coefficient of variation (CV) | 0.40470567 |
| Kurtosis | 1.2297178 |
| Mean | 2.3042833 |
| Median Absolute Deviation (MAD) | 0.63 |
| Skewness | 0.56391977 |
| Sum | 6721.5944 |
| Variance | 0.86966167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.7 | 49 | 0.4% |
| 2.3 | 41 | 0.4% |
| 1.7 | 39 | 0.4% |
| 2.1 | 37 | 0.3% |
| 2.2 | 36 | 0.3% |
| 2 | 35 | 0.3% |
| 1.9 | 33 | 0.3% |
| 2.4 | 32 | 0.3% |
| 1.8 | 31 | 0.3% |
| 2.8 | 31 | 0.3% |
| Other values (821) | 2553 | 23.2% |
| (Missing) | 8109 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.03 | 1 | |
| 0.14 | 1 | |
| 0.15 | 1 | |
| 0.18 | 1 | |
| 0.21 | 1 | |
| 0.26 | 2 | |
| 0.27 | 1 | |
| 0.28 | 1 | |
| 0.33 | 2 |
| Value | Count | Frequency (%) |
| 9.74 | 1 | |
| 6.04 | 1 | |
| 5.57 | 1 | |
| 5.55 | 1 | |
| 5.36 | 1 | |
| 5.23 | 1 | |
| 5.22 | 2 | |
| 5.12 | 1 | |
| 5.07 | 1 | |
| 5.06 | 1 |
triglycerides_mmol_L_consolidated
Real number (ℝ)
High correlation Missing
| Distinct | 207 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 10054 |
| Missing (%) | 91.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0413786 |
| Minimum | 0.22 |
|---|---|
| Maximum | 10.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 0.42 |
| Q1 | 0.64 |
| median | 0.85 |
| Q3 | 1.21 |
| 95-th percentile | 2.1545 |
| Maximum | 10.42 |
| Range | 10.2 |
| Interquartile range (IQR) | 0.57 |
Descriptive statistics
| Standard deviation | 0.74350213 |
|---|---|
| Coefficient of variation (CV) | 0.71395949 |
| Kurtosis | 38.239011 |
| Mean | 1.0413786 |
| Median Absolute Deviation (MAD) | 0.255 |
| Skewness | 4.6665268 |
| Sum | 1012.22 |
| Variance | 0.55279542 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.82 | 17 | 0.2% |
| 0.81 | 17 | 0.2% |
| 0.71 | 16 | 0.1% |
| 0.66 | 16 | 0.1% |
| 0.69 | 15 | 0.1% |
| 0.54 | 14 | 0.1% |
| 0.83 | 14 | 0.1% |
| 0.79 | 13 | 0.1% |
| 0.78 | 13 | 0.1% |
| 0.65 | 13 | 0.1% |
| Other values (197) | 824 | 7.5% |
| (Missing) | 10054 |
| Value | Count | Frequency (%) |
| 0.22 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.28 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.32 | 2 | < 0.1% |
| 0.33 | 4 | |
| 0.34 | 4 | |
| 0.35 | 6 | |
| 0.36 | 2 | < 0.1% |
| 0.37 | 5 |
| Value | Count | Frequency (%) |
| 10.42 | 1 | |
| 7.24 | 1 | |
| 5.6 | 2 | |
| 5.45 | 1 | |
| 5.24 | 1 | |
| 5.13 | 1 | |
| 5.01 | 1 | |
| 4.54 | 1 | |
| 4.4 | 1 | |
| 4.06 | 1 |
fasting_glucose_mmol_L
Real number (ℝ)
Missing
| Distinct | 414 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 9316 |
| Missing (%) | 84.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1967427 |
| Minimum | 0.95 |
|---|---|
| Maximum | 29.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 86.3 KiB |
Quantile statistics
| Minimum | 0.95 |
|---|---|
| 5-th percentile | 3.7645 |
| Q1 | 4.51 |
| median | 5 |
| Q3 | 5.51 |
| 95-th percentile | 6.8655 |
| Maximum | 29.76 |
| Range | 28.81 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6183201 |
|---|---|
| Coefficient of variation (CV) | 0.31141048 |
| Kurtosis | 53.248894 |
| Mean | 5.1967427 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 5.5477495 |
| Sum | 8886.43 |
| Variance | 2.6189601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.75 | 18 | 0.2% |
| 5.21 | 14 | 0.1% |
| 5.03 | 14 | 0.1% |
| 5.17 | 13 | 0.1% |
| 4.57 | 13 | 0.1% |
| 4.87 | 13 | 0.1% |
| 4.91 | 13 | 0.1% |
| 4.97 | 12 | 0.1% |
| 5.16 | 12 | 0.1% |
| 4.93 | 12 | 0.1% |
| Other values (404) | 1576 | 14.3% |
| (Missing) | 9316 |
| Value | Count | Frequency (%) |
| 0.95 | 1 | |
| 1.12 | 1 | |
| 1.37 | 1 | |
| 1.47 | 1 | |
| 2.02 | 1 | |
| 2.04 | 1 | |
| 2.21 | 1 | |
| 2.22 | 1 | |
| 2.26 | 1 | |
| 2.55 | 2 |
| Value | Count | Frequency (%) |
| 29.76 | 1 | |
| 20.21 | 1 | |
| 20.03 | 1 | |
| 19.78 | 1 | |
| 17.7 | 1 | |
| 16.79 | 1 | |
| 16.44 | 1 | |
| 15 | 1 | |
| 14.44 | 1 | |
| 14.37 | 1 |
Interactions
Correlations
| Age (at enrolment) | BMI (kg/m²) | Sex | albumin_g_dL | alt_U_L | ast_U_L | basophil_count_10e9_L | cd4_count_cells_uL | creatinine_clearance_mL_min | creatinine_umol_L | eosinophil_count_10e9_L | fasting_glucose_mmol_L | hdl_cholesterol_mmol_L_consolidated | hematocrit_percent | hemoglobin_g_dL | hiv_vl_copies_mL | ldl_cholesterol_mmol_L_consolidated | lymphocyte_count_10e9_L | mch_pg | mchc_g_dL | mcv_fL | monocyte_count_10e9_L | neutrophil_count_10e9_L | platelet_count_10e9_L | potassium_mEq_L | rdw_percent | study_source | total_cholesterol_mmol_L | total_protein_g_dL | triglycerides_mmol_L_consolidated | wbc_count_10e9_L | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age (at enrolment) | 1.000 | 0.310 | 0.052 | -0.044 | 0.040 | -0.081 | 0.067 | 0.042 | -0.297 | 0.212 | 0.027 | 0.138 | 0.255 | -0.187 | -0.148 | -0.245 | 0.318 | -0.004 | 0.051 | 0.020 | 0.189 | -0.054 | -0.115 | -0.073 | NaN | -0.099 | 0.242 | 0.158 | -0.139 | 0.045 | -0.080 |
| BMI (kg/m²) | 0.310 | 1.000 | 0.236 | -0.185 | NaN | NaN | 0.012 | 0.087 | NaN | NaN | 0.004 | 0.201 | -0.138 | -0.121 | -0.111 | -0.141 | 0.222 | 0.126 | -0.011 | -0.000 | -0.016 | 0.063 | 0.055 | 0.095 | 0.117 | NaN | 0.206 | 0.124 | -0.134 | 0.134 | 0.088 |
| Sex | 0.052 | 0.236 | 1.000 | 0.262 | 0.139 | 0.440 | 0.004 | 0.185 | 0.309 | 0.589 | 0.054 | 0.070 | 0.084 | 0.439 | 0.594 | 0.000 | 0.073 | 0.081 | 0.177 | 0.173 | 0.158 | 0.000 | 0.000 | 0.169 | 0.000 | 0.136 | 0.608 | 0.068 | 0.268 | 0.165 | 0.079 |
| albumin_g_dL | -0.044 | -0.185 | 0.262 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.067 | 0.096 | NaN | NaN | NaN | 0.106 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.000 | 0.190 | 0.095 | 0.193 | NaN |
| alt_U_L | 0.040 | NaN | 0.139 | NaN | 1.000 | 0.706 | -0.081 | 0.122 | -0.033 | 0.167 | -0.109 | NaN | 0.011 | 0.038 | 0.170 | 0.109 | -0.033 | 0.062 | NaN | NaN | -0.094 | 0.091 | 0.063 | -0.011 | NaN | -0.166 | 0.191 | -0.027 | NaN | NaN | 0.025 |
| ast_U_L | -0.081 | NaN | 0.440 | NaN | 0.706 | 1.000 | -0.073 | 0.086 | -0.236 | 0.186 | -0.072 | NaN | 0.130 | -0.292 | 0.153 | 0.047 | -0.080 | -0.128 | NaN | NaN | -0.146 | -0.003 | 0.044 | -0.008 | NaN | -0.078 | 0.464 | -0.065 | NaN | NaN | -0.220 |
| basophil_count_10e9_L | 0.067 | 0.012 | 0.004 | NaN | -0.081 | -0.073 | 1.000 | 0.185 | -0.130 | 0.142 | 0.189 | NaN | 0.028 | 0.075 | 0.056 | -0.193 | -0.012 | 0.393 | 0.021 | -0.027 | 0.071 | 0.212 | 0.167 | 0.134 | NaN | 0.082 | 0.127 | 0.002 | NaN | NaN | 0.340 |
| cd4_count_cells_uL | 0.042 | 0.087 | 0.185 | NaN | 0.122 | 0.086 | 0.185 | 1.000 | -0.002 | -0.038 | 0.037 | NaN | -0.006 | 0.174 | 0.143 | -0.796 | -0.024 | 0.305 | 0.105 | 0.034 | 0.293 | -0.078 | 0.088 | 0.053 | NaN | 0.054 | 0.522 | -0.014 | NaN | NaN | 0.189 |
| creatinine_clearance_mL_min | -0.297 | NaN | 0.309 | NaN | -0.033 | -0.236 | -0.130 | -0.002 | 1.000 | -0.676 | -0.016 | NaN | -0.181 | NaN | -0.171 | 0.012 | -0.037 | 0.039 | NaN | NaN | -0.146 | 0.051 | 0.127 | 0.252 | NaN | 0.113 | 1.000 | -0.077 | NaN | NaN | 0.132 |
| creatinine_umol_L | 0.212 | NaN | 0.589 | NaN | 0.167 | 0.186 | 0.142 | -0.038 | -0.676 | 1.000 | 0.113 | NaN | 0.006 | NaN | 0.449 | 0.113 | 0.068 | -0.022 | NaN | NaN | 0.031 | 0.014 | -0.136 | -0.278 | NaN | -0.191 | 1.000 | 0.098 | NaN | NaN | -0.105 |
| eosinophil_count_10e9_L | 0.027 | 0.004 | 0.054 | NaN | -0.109 | -0.072 | 0.189 | 0.037 | -0.016 | 0.113 | 1.000 | NaN | -0.065 | 0.053 | 0.059 | -0.008 | -0.061 | 0.135 | 0.054 | 0.009 | 0.069 | 0.079 | -0.022 | 0.006 | NaN | -0.056 | 0.000 | -0.075 | NaN | NaN | 0.128 |
| fasting_glucose_mmol_L | 0.138 | 0.201 | 0.070 | 0.067 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.000 | -0.072 | NaN | NaN | NaN | 0.074 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.150 | 0.019 | -0.015 | 0.298 | NaN |
| hdl_cholesterol_mmol_L_consolidated | 0.255 | -0.138 | 0.084 | 0.096 | 0.011 | 0.130 | 0.028 | -0.006 | -0.181 | 0.006 | -0.065 | -0.072 | 1.000 | NaN | -0.064 | -0.170 | 0.220 | -0.128 | NaN | NaN | 0.041 | -0.042 | -0.028 | -0.065 | NaN | 0.056 | 0.230 | 0.420 | 0.002 | -0.255 | -0.104 |
| hematocrit_percent | -0.187 | -0.121 | 0.439 | NaN | 0.038 | -0.292 | 0.075 | 0.174 | NaN | NaN | 0.053 | NaN | NaN | 1.000 | 0.979 | -0.093 | NaN | 0.122 | 0.333 | 0.230 | 0.326 | 0.028 | 0.064 | -0.168 | NaN | NaN | 0.303 | NaN | NaN | NaN | 0.156 |
| hemoglobin_g_dL | -0.148 | -0.111 | 0.594 | NaN | 0.170 | 0.153 | 0.056 | 0.143 | -0.171 | 0.449 | 0.059 | NaN | -0.064 | 0.979 | 1.000 | -0.088 | 0.138 | 0.095 | 0.436 | 0.392 | 0.360 | 0.003 | 0.054 | -0.198 | NaN | -0.483 | 0.258 | 0.150 | NaN | NaN | 0.074 |
| hiv_vl_copies_mL | -0.245 | -0.141 | 0.000 | NaN | 0.109 | 0.047 | -0.193 | -0.796 | 0.012 | 0.113 | -0.008 | NaN | -0.170 | -0.093 | -0.088 | 1.000 | -0.013 | -0.334 | -0.003 | 0.032 | -0.235 | 0.104 | -0.017 | -0.040 | NaN | 0.033 | 0.050 | -0.019 | NaN | NaN | -0.143 |
| ldl_cholesterol_mmol_L_consolidated | 0.318 | 0.222 | 0.073 | 0.106 | -0.033 | -0.080 | -0.012 | -0.024 | -0.037 | 0.068 | -0.061 | 0.074 | 0.220 | NaN | 0.138 | -0.013 | 1.000 | 0.018 | NaN | NaN | 0.056 | 0.025 | 0.028 | 0.120 | NaN | -0.126 | 0.285 | 0.729 | -0.022 | 0.139 | 0.033 |
| lymphocyte_count_10e9_L | -0.004 | 0.126 | 0.081 | NaN | 0.062 | -0.128 | 0.393 | 0.305 | 0.039 | -0.022 | 0.135 | NaN | -0.128 | 0.122 | 0.095 | -0.334 | 0.018 | 1.000 | 0.069 | -0.005 | 0.153 | 0.331 | 0.180 | 0.159 | NaN | 0.027 | 0.168 | 0.021 | NaN | NaN | 0.633 |
| mch_pg | 0.051 | -0.011 | 0.177 | NaN | NaN | NaN | 0.021 | 0.105 | NaN | NaN | 0.054 | NaN | NaN | 0.333 | 0.436 | -0.003 | NaN | 0.069 | 1.000 | 0.679 | 0.960 | 0.005 | -0.015 | -0.138 | NaN | NaN | 1.000 | NaN | NaN | NaN | 0.019 |
| mchc_g_dL | 0.020 | -0.000 | 0.173 | NaN | NaN | NaN | -0.027 | 0.034 | NaN | NaN | 0.009 | NaN | NaN | 0.230 | 0.392 | 0.032 | NaN | -0.005 | 0.679 | 1.000 | 0.476 | -0.026 | -0.029 | -0.137 | NaN | NaN | 1.000 | NaN | NaN | NaN | -0.025 |
| mcv_fL | 0.189 | -0.016 | 0.158 | NaN | -0.094 | -0.146 | 0.071 | 0.293 | -0.146 | 0.031 | 0.069 | NaN | 0.041 | 0.326 | 0.360 | -0.235 | 0.056 | 0.153 | 0.960 | 0.476 | 1.000 | -0.010 | -0.021 | -0.120 | NaN | -0.142 | 0.573 | 0.071 | NaN | NaN | 0.055 |
| monocyte_count_10e9_L | -0.054 | 0.063 | 0.000 | NaN | 0.091 | -0.003 | 0.212 | -0.078 | 0.051 | 0.014 | 0.079 | NaN | -0.042 | 0.028 | 0.003 | 0.104 | 0.025 | 0.331 | 0.005 | -0.026 | -0.010 | 1.000 | 0.441 | 0.183 | NaN | 0.097 | 0.069 | 0.023 | NaN | NaN | 0.593 |
| neutrophil_count_10e9_L | -0.115 | 0.055 | 0.000 | NaN | 0.063 | 0.044 | 0.167 | 0.088 | 0.127 | -0.136 | -0.022 | NaN | -0.028 | 0.064 | 0.054 | -0.017 | 0.028 | 0.180 | -0.015 | -0.029 | -0.021 | 0.441 | 1.000 | 0.261 | NaN | 0.003 | 0.062 | 0.013 | NaN | NaN | 0.826 |
| platelet_count_10e9_L | -0.073 | 0.095 | 0.169 | NaN | -0.011 | -0.008 | 0.134 | 0.053 | 0.252 | -0.278 | 0.006 | NaN | -0.065 | -0.168 | -0.198 | -0.040 | 0.120 | 0.159 | -0.138 | -0.137 | -0.120 | 0.183 | 0.261 | 1.000 | NaN | 0.128 | 0.000 | 0.119 | NaN | NaN | 0.276 |
| potassium_mEq_L | NaN | 0.117 | 0.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.000 | NaN | 1.000 | NaN | NaN | NaN | NaN |
| rdw_percent | -0.099 | NaN | 0.136 | NaN | -0.166 | -0.078 | 0.082 | 0.054 | 0.113 | -0.191 | -0.056 | NaN | 0.056 | NaN | -0.483 | 0.033 | -0.126 | 0.027 | NaN | NaN | -0.142 | 0.097 | 0.003 | 0.128 | NaN | 1.000 | 1.000 | -0.103 | NaN | NaN | -0.012 |
| study_source | 0.242 | 0.206 | 0.608 | 0.000 | 0.191 | 0.464 | 0.127 | 0.522 | 1.000 | 1.000 | 0.000 | 0.150 | 0.230 | 0.303 | 0.258 | 0.050 | 0.285 | 0.168 | 1.000 | 1.000 | 0.573 | 0.069 | 0.062 | 0.000 | 1.000 | 1.000 | 1.000 | 0.181 | 1.000 | 1.000 | 0.139 |
| total_cholesterol_mmol_L | 0.158 | 0.124 | 0.068 | 0.190 | -0.027 | -0.065 | 0.002 | -0.014 | -0.077 | 0.098 | -0.075 | 0.019 | 0.420 | NaN | 0.150 | -0.019 | 0.729 | 0.021 | NaN | NaN | 0.071 | 0.023 | 0.013 | 0.119 | NaN | -0.103 | 0.181 | 1.000 | -0.006 | 0.270 | 0.018 |
| total_protein_g_dL | -0.139 | -0.134 | 0.268 | 0.095 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -0.015 | 0.002 | NaN | NaN | NaN | -0.022 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.000 | -0.006 | 1.000 | 0.104 | NaN |
| triglycerides_mmol_L_consolidated | 0.045 | 0.134 | 0.165 | 0.193 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.298 | -0.255 | NaN | NaN | NaN | 0.139 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.000 | 0.270 | 0.104 | 1.000 | NaN |
| wbc_count_10e9_L | -0.080 | 0.088 | 0.079 | NaN | 0.025 | -0.220 | 0.340 | 0.189 | 0.132 | -0.105 | 0.128 | NaN | -0.104 | 0.156 | 0.074 | -0.143 | 0.033 | 0.633 | 0.019 | -0.025 | 0.055 | 0.593 | 0.826 | 0.276 | NaN | -0.012 | 0.139 | 0.018 | NaN | NaN | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| study_source | Age (at enrolment) | Sex | BMI (kg/m²) | cd4_count_cells_uL | hiv_vl_copies_mL | art_status | hemoglobin_g_dL | hematocrit_percent | wbc_count_10e9_L | platelet_count_10e9_L | neutrophil_count_10e9_L | lymphocyte_count_10e9_L | monocyte_count_10e9_L | eosinophil_count_10e9_L | basophil_count_10e9_L | mcv_fL | mch_pg | mchc_g_dL | rdw_percent | alt_U_L | ast_U_L | albumin_g_dL | total_protein_g_dL | creatinine_umol_L | creatinine_clearance_mL_min | potassium_mEq_L | total_cholesterol_mmol_L | hdl_cholesterol_mmol_L_consolidated | ldl_cholesterol_mmol_L_consolidated | triglycerides_mmol_L_consolidated | fasting_glucose_mmol_L | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | JHB_WRHI_003 | 30.0 | Female | NaN | 1020.0 | 0.0 | Positive | 10.9 | NaN | 5.21 | 390.0 | 1.84 | 2.81 | 0.47 | 0.07 | 0.03 | 83.6 | NaN | NaN | 18.1 | 16.0 | 25.0 | NaN | NaN | 49.0 | 145.0 | NaN | 6.79 | 2.30 | 4.35 | NaN | NaN |
| 1 | JHB_WRHI_003 | 53.0 | Female | NaN | 446.0 | 0.0 | Positive | 13.5 | NaN | 3.68 | 234.0 | 1.37 | 1.79 | 0.38 | 0.11 | 0.02 | 112.8 | NaN | NaN | 16.1 | 8.0 | 15.0 | NaN | NaN | 74.0 | 65.0 | NaN | 4.93 | 1.49 | 3.10 | NaN | NaN |
| 2 | JHB_WRHI_003 | 36.0 | Female | NaN | 1054.0 | 40.0 | Positive | 13.3 | NaN | 7.71 | 344.0 | 2.33 | 4.70 | 0.56 | 0.11 | 0.02 | 81.5 | NaN | NaN | 13.2 | 17.0 | 17.0 | NaN | NaN | 59.0 | 199.0 | NaN | 5.19 | 1.25 | 3.19 | NaN | NaN |
| 3 | JHB_WRHI_003 | 47.0 | Female | NaN | 989.0 | 0.0 | Positive | 10.8 | NaN | 6.35 | 257.0 | 3.42 | 2.34 | 0.52 | 0.04 | 0.03 | 107.2 | NaN | NaN | 15.5 | 11.0 | 12.0 | NaN | NaN | 53.0 | 181.0 | NaN | 6.69 | 1.52 | 4.80 | NaN | NaN |
| 4 | JHB_WRHI_003 | 34.0 | Male | NaN | 160.0 | 40.0 | Positive | 11.2 | NaN | 4.17 | 343.0 | 2.21 | 1.33 | 0.44 | 0.18 | 0.02 | 102.0 | NaN | NaN | 15.0 | 41.0 | 32.0 | NaN | NaN | 66.0 | 145.0 | NaN | 3.19 | 1.18 | 1.51 | NaN | NaN |
| 5 | JHB_WRHI_003 | 40.0 | Female | NaN | 989.0 | 40.0 | Positive | 15.1 | NaN | 7.09 | 319.0 | 2.27 | 4.18 | 0.35 | 0.28 | 0.00 | 101.2 | NaN | NaN | 14.1 | 14.0 | 17.0 | NaN | NaN | 52.0 | 177.0 | NaN | 5.58 | 1.06 | 3.66 | NaN | NaN |
| 6 | JHB_WRHI_003 | 35.0 | Male | NaN | 453.0 | 0.0 | Positive | 17.4 | NaN | 4.66 | 229.0 | 2.29 | 1.48 | 0.49 | 0.37 | 0.03 | 94.9 | NaN | NaN | 13.7 | 30.0 | 24.0 | NaN | NaN | 98.0 | 113.0 | NaN | 5.52 | 1.67 | 3.70 | NaN | NaN |
| 7 | JHB_WRHI_003 | 30.0 | Male | NaN | 288.0 | 0.0 | Positive | 17.7 | NaN | 4.12 | 240.0 | 2.14 | 1.43 | 0.44 | 0.10 | 0.01 | 87.5 | NaN | NaN | 13.8 | 64.0 | 43.0 | NaN | NaN | 81.0 | 84.0 | NaN | 4.56 | 1.27 | 3.12 | NaN | NaN |
| 8 | JHB_WRHI_003 | 44.0 | Female | NaN | 907.0 | 0.0 | Positive | 12.3 | NaN | 4.77 | 230.0 | 1.49 | 2.74 | 0.46 | 0.05 | 0.02 | 92.9 | NaN | NaN | 15.0 | 25.0 | 31.0 | NaN | NaN | 74.0 | 119.0 | NaN | 4.12 | 1.23 | 2.25 | NaN | NaN |
| 9 | JHB_WRHI_003 | 36.0 | Male | NaN | 509.0 | 40.0 | Positive | 15.5 | NaN | 4.72 | 186.0 | 2.85 | 1.63 | 0.19 | 0.03 | 0.02 | 97.1 | NaN | NaN | 12.9 | 28.0 | 26.0 | NaN | NaN | 59.0 | 154.0 | NaN | 4.26 | 1.77 | 2.21 | NaN | NaN |
| study_source | Age (at enrolment) | Sex | BMI (kg/m²) | cd4_count_cells_uL | hiv_vl_copies_mL | art_status | hemoglobin_g_dL | hematocrit_percent | wbc_count_10e9_L | platelet_count_10e9_L | neutrophil_count_10e9_L | lymphocyte_count_10e9_L | monocyte_count_10e9_L | eosinophil_count_10e9_L | basophil_count_10e9_L | mcv_fL | mch_pg | mchc_g_dL | rdw_percent | alt_U_L | ast_U_L | albumin_g_dL | total_protein_g_dL | creatinine_umol_L | creatinine_clearance_mL_min | potassium_mEq_L | total_cholesterol_mmol_L | hdl_cholesterol_mmol_L_consolidated | ldl_cholesterol_mmol_L_consolidated | triglycerides_mmol_L_consolidated | fasting_glucose_mmol_L | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11016 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 39.9 | 4.7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11017 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 37.2 | 3.1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11018 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11019 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 33.4 | 3.2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11020 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30.3 | 2.6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11021 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30.5 | 4.3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11022 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 47.1 | 5.9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11023 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 42.9 | 4.6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11024 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 37.4 | 5.5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 11025 | JHB_ACTG_019 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 39.8 | 3.7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Duplicate rows
Most frequently occurring
| study_source | Age (at enrolment) | Sex | BMI (kg/m²) | cd4_count_cells_uL | hiv_vl_copies_mL | art_status | hemoglobin_g_dL | hematocrit_percent | wbc_count_10e9_L | platelet_count_10e9_L | neutrophil_count_10e9_L | lymphocyte_count_10e9_L | monocyte_count_10e9_L | eosinophil_count_10e9_L | basophil_count_10e9_L | mcv_fL | mch_pg | mchc_g_dL | rdw_percent | alt_U_L | ast_U_L | albumin_g_dL | total_protein_g_dL | creatinine_umol_L | creatinine_clearance_mL_min | potassium_mEq_L | total_cholesterol_mmol_L | hdl_cholesterol_mmol_L_consolidated | ldl_cholesterol_mmol_L_consolidated | triglycerides_mmol_L_consolidated | fasting_glucose_mmol_L | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 94 | JHB_ACTG_018 | NaN | Unknown | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 240 |
| 178 | JHB_ACTG_021 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 78 |
| 332 | JHB_VIDA_007 | 23.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 60 |
| 342 | JHB_VIDA_007 | 28.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 58 |
| 336 | JHB_VIDA_007 | 25.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 53 |
| 328 | JHB_VIDA_007 | 21.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 52 |
| 330 | JHB_VIDA_007 | 22.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 51 |
| 326 | JHB_VIDA_007 | 20.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 50 |
| 338 | JHB_VIDA_007 | 26.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 50 |
| 324 | JHB_VIDA_007 | 19.0 | Male | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 47 |